API Reference¶
This page lists all the public classes and functions of Survive.
survive: Top-Level Module¶
Survival analysis in Python.
Classes¶
Breslow(*[, conf_type, conf_level, …]) |
Breslow nonparametric survival function estimator. |
KaplanMeier(*[, conf_type, conf_level, …]) |
Kaplan-Meier nonparametric survival function estimator. |
NelsonAalen(*[, conf_type, conf_level, …]) |
Nelson-Aalen nonparametric cumulative hazard estimator. |
SurvivalData(time, *[, status, entry, …]) |
Class representing right-censored and left-truncated survival data. |
survive.base: Base Classes¶
Base classes for survival analysis objects.
Classes¶
base.Fittable |
Abstract mixin class for models implementing a fit() method. |
base.Model |
Abstract base class for survival models. |
base.Predictor |
Abstract mixin class for models implementing a predict() method. |
base.Summary(model) |
Base class for summaries of survival models (intended for subclassing). |
survive.datasets: Survival Datasets¶
Functions for loading some survival datasets.
Functions¶
datasets.channing() |
Load the Channing House dataset. |
datasets.leukemia() |
Load the leukemia dataset. |
survive.nonparametric: Nonparametric Estimation¶
Nonparametric estimators.
Classes¶
nonparametric.NonparametricEstimator |
Abstract base class for nonparametric estimators. |
nonparametric.NonparametricSurvival |
Abstract base class for nonparametric survival function estimators. |
nonparametric.NonparametricEstimatorSummary(model) |
Summaries for nonparametric estimators. |
survive.utils: Utility Functions¶
Miscellaneous utility functions.
Functions¶
utils.add_legend(ax[, legend_kwargs]) |
Add a legend to a plot. |
utils.check_bool(tf, *[, allow_none]) |
Validate boolean function arguments. |
utils.check_colors(colors, *[, n_colors, …]) |
Validate colors for plotting. |
utils.check_data_1d(data, *[, numeric, …]) |
Preprocess and validate a one-dimensional array. |
utils.check_data_2d(data, *[, numeric, …]) |
Preprocess and validate a two-dimensional array (i.e., a matrix). |
utils.check_float(num, *[, positive, …]) |
Validate floating-point number function arguments. |
utils.check_int(num, *[, minimum, maximum, …]) |
Validate integer function arguments. |
utils.check_random_state(random_state) |
Validate random number generators and seeds. |